{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wide vs. Long Format Data\n",
    "\n",
    "## About the data\n",
    "In this notebook, we will be using daily temperature data from the [National Centers for Environmental Information (NCEI) API](https://www.ncdc.noaa.gov/cdo-web/webservices/v2). We will use the Global Historical Climatology Network - Daily (GHCND) data set for the Boonton 1 station (GHCND:USC00280907); see the documentation [here](https://www1.ncdc.noaa.gov/pub/data/cdo/documentation/GHCND_documentation.pdf).\n",
    "\n",
    "*Note: The NCEI is part of the National Oceanic and Atmospheric Administration (NOAA) and, as you can see from the URL for the API, this resource was created when the NCEI was called the NCDC. Should the URL for this resource change in the future, you can search for the NCEI weather API to find the updated one.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "wide_df = pd.read_csv('data/wide_data.csv', parse_dates=['date'])\n",
    "long_df = pd.read_csv(\n",
    "    'data/long_data.csv', \n",
    "    usecols=['date', 'datatype', 'value'], \n",
    "    parse_dates=['date']\n",
    ")[['date', 'datatype', 'value']] # sort columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wide format\n",
    "Our variables each have their own column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>TMAX</th>\n",
       "      <th>TMIN</th>\n",
       "      <th>TOBS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>21.1</td>\n",
       "      <td>8.9</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-10-02</td>\n",
       "      <td>23.9</td>\n",
       "      <td>13.9</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-10-03</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15.6</td>\n",
       "      <td>16.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-10-04</td>\n",
       "      <td>22.8</td>\n",
       "      <td>11.7</td>\n",
       "      <td>11.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-10-05</td>\n",
       "      <td>23.3</td>\n",
       "      <td>11.7</td>\n",
       "      <td>18.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-10-06</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>16.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  TMAX  TMIN  TOBS\n",
       "0 2018-10-01  21.1   8.9  13.9\n",
       "1 2018-10-02  23.9  13.9  17.2\n",
       "2 2018-10-03  25.0  15.6  16.1\n",
       "3 2018-10-04  22.8  11.7  11.7\n",
       "4 2018-10-05  23.3  11.7  18.9\n",
       "5 2018-10-06  20.0  13.3  16.1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wide_df.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Describing all the columns is easy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>TMAX</th>\n",
       "      <th>TMIN</th>\n",
       "      <th>TOBS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>31</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>2018-10-01 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>first</th>\n",
       "      <td>2018-10-01 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last</th>\n",
       "      <td>2018-10-31 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>16.829032</td>\n",
       "      <td>7.561290</td>\n",
       "      <td>10.022581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5.714962</td>\n",
       "      <td>6.513252</td>\n",
       "      <td>6.596550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>7.800000</td>\n",
       "      <td>-1.100000</td>\n",
       "      <td>-1.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>12.750000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>5.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>16.100000</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>8.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>21.950000</td>\n",
       "      <td>13.600000</td>\n",
       "      <td>16.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>26.700000</td>\n",
       "      <td>17.800000</td>\n",
       "      <td>21.700000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       date       TMAX       TMIN       TOBS\n",
       "count                    31  31.000000  31.000000  31.000000\n",
       "unique                   31        NaN        NaN        NaN\n",
       "top     2018-10-01 00:00:00        NaN        NaN        NaN\n",
       "freq                      1        NaN        NaN        NaN\n",
       "first   2018-10-01 00:00:00        NaN        NaN        NaN\n",
       "last    2018-10-31 00:00:00        NaN        NaN        NaN\n",
       "mean                    NaN  16.829032   7.561290  10.022581\n",
       "std                     NaN   5.714962   6.513252   6.596550\n",
       "min                     NaN   7.800000  -1.100000  -1.100000\n",
       "25%                     NaN  12.750000   2.500000   5.550000\n",
       "50%                     NaN  16.100000   6.700000   8.300000\n",
       "75%                     NaN  21.950000  13.600000  16.100000\n",
       "max                     NaN  26.700000  17.800000  21.700000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wide_df.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Easy to graph with `pandas` (covered in [chapter 5](https://github.com/stefmolin/Hands-On-Data-Analysis-with-Pandas/tree/master/ch_05)):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wide_df.plot(\n",
    "    kind='line', y=['TMAX', 'TMIN', 'TOBS'], x='date', \n",
    "    title='Temperature in NYC in October 2018',\n",
    "    figsize=(15, 5)\n",
    ").set_ylabel('Temperature in Celsius')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Long format\n",
    "Our variable names are now in the `datatype` column and their values are in the `value` column. We now have 3 rows for each date, since we have 3 different `datatypes`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>datatype</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>TMAX</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>TMIN</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>TOBS</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-10-02</td>\n",
       "      <td>TMAX</td>\n",
       "      <td>23.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-10-02</td>\n",
       "      <td>TMIN</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-10-02</td>\n",
       "      <td>TOBS</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date datatype  value\n",
       "0 2018-10-01     TMAX   21.1\n",
       "1 2018-10-01     TMIN    8.9\n",
       "2 2018-10-01     TOBS   13.9\n",
       "3 2018-10-02     TMAX   23.9\n",
       "4 2018-10-02     TMIN   13.9\n",
       "5 2018-10-02     TOBS   17.2"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_df.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we have many rows for the same date, using `describe()` is not trivial anymore:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>datatype</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>93.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>2018-10-01 00:00:00</td>\n",
       "      <td>TOBS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>first</th>\n",
       "      <td>2018-10-01 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last</th>\n",
       "      <td>2018-10-31 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.470968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.362354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.700000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       date datatype      value\n",
       "count                    93       93  93.000000\n",
       "unique                   31        3        NaN\n",
       "top     2018-10-01 00:00:00     TOBS        NaN\n",
       "freq                      3       31        NaN\n",
       "first   2018-10-01 00:00:00      NaN        NaN\n",
       "last    2018-10-31 00:00:00      NaN        NaN\n",
       "mean                    NaN      NaN  11.470968\n",
       "std                     NaN      NaN   7.362354\n",
       "min                     NaN      NaN  -1.100000\n",
       "25%                     NaN      NaN   6.700000\n",
       "50%                     NaN      NaN  11.700000\n",
       "75%                     NaN      NaN  17.200000\n",
       "max                     NaN      NaN  26.700000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_df.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting long format data in `pandas` can be rather tricky. Instead we use `seaborn` (covered in [chapter 6](https://github.com/stefmolin/Hands-On-Data-Analysis-with-Pandas/blob/master/ch_06/1-introduction_to_seaborn.ipynb)):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.set(rc={'figure.figsize':(15, 5)}, style='white')\n",
    "\n",
    "ax = sns.lineplot(data=long_df, hue='datatype', y='value', x='date')\n",
    "ax.set_ylabel('Temperature in Celsius')\n",
    "ax.set_title('Temperature in NYC in October 2018')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With long data and `seaborn`, we can easily facet our plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(20, 10)}, style='white', font_scale=2)\n",
    "\n",
    "g = sns.FacetGrid(long_df, col=\"datatype\", height=10)\n",
    "g = g.map(plt.plot, \"date\", \"value\")\n",
    "g.set_titles(size=25)\n",
    "g.set_xticklabels(rotation=45)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
